Day 6 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295499
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 9 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 8 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Humidity (%r.h.)` and 14 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 11 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 10 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 3 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -107.4011981)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32137 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:32:52.052200
Analysis finished	2022-12-20 08:34:50.346102
Duration	1 minute and 58.29 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295499
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45450.373

Minimum	0
Maximum	90909.668
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4538.9471
Q1	22714.702
median	45463.664
Q3	68177.09
95-th percentile	86363.742
Maximum	90909.668
Range	90909.668
Interquartile range (IQR)	45462.388

Descriptive statistics

Standard deviation	26247.248
Coefficient of variation (CV)	0.57749247
Kurtosis	-1.2003865
Mean	45450.373
Median Absolute Deviation (MAD)	22731.202
Skewness	-0.0002246206
Sum	1.343054 × 10¹⁰
Variance	6.8891805 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60636.364	1	< 0.1%
60607.94	1	< 0.1%
60607.631	1	< 0.1%
60607.322	1	< 0.1%
60607.013	1	< 0.1%
60606.706	1	< 0.1%
60606.396	1	< 0.1%
60606.087	1	< 0.1%
60605.778	1	< 0.1%
Other values (295489)	295489	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.308	1	< 0.1%
0.616	1	< 0.1%
0.926	1	< 0.1%
1.234	1	< 0.1%
1.542	1	< 0.1%
1.851	1	< 0.1%
2.157	1	< 0.1%
2.467	1	< 0.1%
2.774	1	< 0.1%

Value	Count	Frequency (%)
90909.668	1	< 0.1%
90909.36	1	< 0.1%
90909.051	1	< 0.1%
90908.743	1	< 0.1%
90908.433	1	< 0.1%
90908.123	1	< 0.1%
90907.815	1	< 0.1%
90907.506	1	< 0.1%
90907.198	1	< 0.1%
90906.889	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	302
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9019695

Minimum	0
Maximum	20
Zeros	32137
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.427912
Coefficient of variation (CV)	0.6491549
Kurtosis	-1.2332437
Mean	9.9019695
Median Absolute Deviation (MAD)	6.67
Skewness	0.0090071337
Sum	2926022.1
Variance	41.318053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32137	10.9%
20	29267	9.9%
8.89	29266	9.9%
2.22	29237	9.9%
13.33	29234	9.9%
6.67	29230	9.9%
17.78	29224	9.9%
15.56	29208	9.9%
11.11	29204	9.9%
4.44	29199	9.9%
Other values (292)	293	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32137	10.9%
0.0266	1	< 0.1%
0.0333	1	< 0.1%
0.16	1	< 0.1%
0.2311	1	< 0.1%
0.3596	1	< 0.1%
0.4085	1	< 0.1%
0.5136	1	< 0.1%
0.7002	1	< 0.1%
0.7148	1	< 0.1%

Value	Count	Frequency (%)
20	29267	9.9%
19.9023	1	< 0.1%
19.3468	1	< 0.1%
19.2444	1	< 0.1%
19.2208	1	< 0.1%
19.1253	1	< 0.1%
18.7746	1	< 0.1%
18.6132	1	< 0.1%
18.5348	1	< 0.1%
18.062	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	23177
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.726298

Minimum	16.35
Maximum	74.65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	16.35
5-th percentile	23.03
Q1	36.16
median	46.55
Q3	55.69
95-th percentile	65.29
Maximum	74.65
Range	58.3
Interquartile range (IQR)	19.53

Descriptive statistics

Standard deviation	12.671205
Coefficient of variation (CV)	0.27710979
Kurtosis	-0.70791258
Mean	45.726298
Median Absolute Deviation (MAD)	9.79
Skewness	-0.11283468
Sum	13512075
Variance	160.55943
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.02	5168	1.7%
30.68	2638	0.9%
46.53	2466	0.8%
37.23	2432	0.8%
47.56	2165	0.7%
36.17	2155	0.7%
44.45	1904	0.6%
48.58	1892	0.6%
48.59	1790	0.6%
43.41	1776	0.6%
Other values (23167)	271113	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.35	193	0.1%
16.3503	2	< 0.1%
16.3505	1	< 0.1%
16.3508	1	< 0.1%
16.3509	1	< 0.1%
16.351	1	< 0.1%
16.3513	1	< 0.1%
16.3514	1	< 0.1%
16.3515	1	< 0.1%
16.412	1	< 0.1%

Value	Count	Frequency (%)
74.65	394	0.1%
74.6499	1	< 0.1%
74.6498	1	< 0.1%
74.6493	1	< 0.1%
74.6492	1	< 0.1%
74.6488	1	< 0.1%
74.6486	1	< 0.1%
74.6483	1	< 0.1%
74.6482	1	< 0.1%
74.6473	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	6684
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.010985

Minimum	25.38
Maximum	27.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	25.38
5-th percentile	25.4599
Q1	25.54
median	25.66
Q3	26.66
95-th percentile	26.98
Maximum	27.18
Range	1.8
Interquartile range (IQR)	1.12

Descriptive statistics

Standard deviation	0.57935315
Coefficient of variation (CV)	0.022273403
Kurtosis	-1.1807897
Mean	26.010985
Median Absolute Deviation (MAD)	0.2
Skewness	0.69205923
Sum	7686220.2
Variance	0.33565007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.5	40942	13.9%
25.58	27116	9.2%
25.54	17372	5.9%
25.66	15907	5.4%
25.62	15049	5.1%
25.42	13138	4.4%
25.46	11302	3.8%
26.98	9847	3.3%
26.86	9047	3.1%
25.9	8865	3.0%
Other values (6674)	126914	42.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.38	479	0.2%
25.3801	18	< 0.1%
25.3802	1	< 0.1%
25.3807	1	< 0.1%
25.3808	1	< 0.1%
25.3828	1	< 0.1%
25.3831	1	< 0.1%
25.3832	1	< 0.1%
25.3844	1	< 0.1%
25.3851	1	< 0.1%

Value	Count	Frequency (%)
27.18	1550	0.5%
27.1799	25	< 0.1%
27.1798	17	< 0.1%
27.1792	1	< 0.1%
27.1788	1	< 0.1%
27.1785	1	< 0.1%
27.1781	1	< 0.1%
27.178	1	< 0.1%
27.1779	1	< 0.1%
27.1778	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11377
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94854

Minimum	0
Maximum	321.2093
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.7533
Q1	239.8956
median	239.9723
Q3	240.0455
95-th percentile	240.1834
Maximum	321.2093
Range	321.2093
Interquartile range (IQR)	0.1499

Descriptive statistics

Standard deviation	1.7930832
Coefficient of variation (CV)	0.0074727824
Kurtosis	13746.462
Mean	239.94854
Median Absolute Deviation (MAD)	0.0749
Skewness	-107.4012
Sum	70904553
Variance	3.2151474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.9517	138	< 0.1%
239.9841	135	< 0.1%
239.971	134	< 0.1%
239.9805	133	< 0.1%
240.0057	133	< 0.1%
239.9688	133	< 0.1%
239.9513	132	< 0.1%
239.9867	132	< 0.1%
239.9938	132	< 0.1%
239.9974	131	< 0.1%
Other values (11367)	294166	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	< 0.1%
0.0386	1	< 0.1%
0.557	1	< 0.1%
1.0738	1	< 0.1%
1.5939	1	< 0.1%
63.3839	1	< 0.1%
96.5254	1	< 0.1%
98.674	1	< 0.1%
136.5259	1	< 0.1%
148.4054	1	< 0.1%

Value	Count	Frequency (%)
321.2093	1	< 0.1%
315.6031	1	< 0.1%
292.5017	1	< 0.1%
287.8195	1	< 0.1%
276.3673	1	< 0.1%
265.5716	1	< 0.1%
264.666	1	< 0.1%
264.2699	1	< 0.1%
263.8868	1	< 0.1%
259.9459	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1753
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35511257

Minimum	0.198
Maximum	0.9009
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.198
5-th percentile	0.1995
Q1	0.2
median	0.2
Q3	0.207
95-th percentile	0.899
Maximum	0.9009
Range	0.7029
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.28855101
Coefficient of variation (CV)	0.8125621
Kurtosis	-0.20468512
Mean	0.35511257
Median Absolute Deviation (MAD)	0
Skewness	1.3375184
Sum	104935.41
Variance	0.083261685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	155866	52.7%
0.899	22604	7.6%
0.898	10651	3.6%
0.201	7872	2.7%
0.199	4318	1.5%
0.202	2726	0.9%
0.1994	2565	0.9%
0.1998	2504	0.8%
0.1992	2477	0.8%
0.1995	2472	0.8%
Other values (1743)	81444	27.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.198	1	< 0.1%
0.1981	2	< 0.1%
0.1982	1	< 0.1%
0.1983	1	< 0.1%
0.1984	5	< 0.1%
0.1985	3	< 0.1%
0.1986	1	< 0.1%
0.1987	2	< 0.1%
0.1988	2	< 0.1%
0.1989	2	< 0.1%

Value	Count	Frequency (%)
0.9009	1	< 0.1%
0.9008	1	< 0.1%
0.9007	2	< 0.1%
0.9006	1	< 0.1%
0.9001	1	< 0.1%
0.9	1362	0.5%
0.8999	744	0.3%
0.8998	786	0.3%
0.8997	770	0.3%
0.8996	787	0.3%

R1 (MOhm)
Real number (ℝ)

Distinct	8511
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.264653

Minimum	0.0328
Maximum	128.0195
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0328
5-th percentile	0.0786
Q1	0.423
median	1.988
Q3	28.6645
95-th percentile	69.1448
Maximum	128.0195
Range	127.9867
Interquartile range (IQR)	28.2415

Descriptive statistics

Standard deviation	23.639494
Coefficient of variation (CV)	1.4534275
Kurtosis	0.85291395
Mean	16.264653
Median Absolute Deviation (MAD)	1.9061
Skewness	1.4180108
Sum	4806188.8
Variance	558.82569
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73.1111	724	0.2%
71.3877	720	0.2%
70.7619	688	0.2%
72.5638	685	0.2%
69.1448	683	0.2%
69.6423	679	0.2%
74.3444	676	0.2%
70.2486	666	0.2%
0.0954	661	0.2%
71.9176	658	0.2%
Other values (8501)	288659	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0328	1	< 0.1%
0.0329	1	< 0.1%
0.0334	1	< 0.1%
0.0335	1	< 0.1%
0.0338	3	< 0.1%
0.034	2	< 0.1%
0.0341	1	< 0.1%
0.0345	1	< 0.1%
0.0346	1	< 0.1%
0.0347	3	< 0.1%

Value	Count	Frequency (%)
128.0195	1	< 0.1%
114.818	2	< 0.1%
113.4868	1	< 0.1%
111.9292	10	< 0.1%
110.6632	15	< 0.1%
109.181	23	< 0.1%
107.9756	35	< 0.1%
106.5634	34	< 0.1%
105.4143	39	< 0.1%
104.0673	49	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8233
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.333838

Minimum	0.0559
Maximum	199.8105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0559
5-th percentile	0.1402
Q1	0.4963
median	1.5146
Q3	32.2705
95-th percentile	78.3034
Maximum	199.8105
Range	199.7546
Interquartile range (IQR)	31.7742

Descriptive statistics

Standard deviation	27.434764
Coefficient of variation (CV)	1.4964004
Kurtosis	0.34713909
Mean	18.333838
Median Absolute Deviation (MAD)	1.3727
Skewness	1.3371083
Sum	5417630.9
Variance	752.66626
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77.677	1058	0.4%
78.3034	1046	0.4%
79.7171	1045	0.4%
81.1822	1043	0.4%
80.5097	1033	0.3%
82.7015	1029	0.3%
82.004	1021	0.3%
79.0683	1001	0.3%
76.3332	955	0.3%
75.6194	944	0.3%
Other values (8223)	285324	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0559	1	< 0.1%
0.0569	1	< 0.1%
0.0575	2	< 0.1%
0.058	2	< 0.1%
0.0584	1	< 0.1%
0.0585	2	< 0.1%
0.0587	2	< 0.1%
0.0589	1	< 0.1%
0.059	1	< 0.1%
0.0591	1	< 0.1%

Value	Count	Frequency (%)
199.8105	1	< 0.1%
131.804	1	< 0.1%
117.8584	3	< 0.1%
116.4568	2	< 0.1%
114.818	4	< 0.1%
113.4868	12	< 0.1%
111.9292	9	< 0.1%
110.6632	14	< 0.1%
109.181	25	< 0.1%
107.9756	35	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8215
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.001356

Minimum	0.0546
Maximum	182.3433
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0546
5-th percentile	0.1122
Q1	0.6084
median	4.6678
Q3	46.8361
95-th percentile	82.2033
Maximum	182.3433
Range	182.2887
Interquartile range (IQR)	46.2277

Descriptive statistics

Standard deviation	29.109381
Coefficient of variation (CV)	1.2655506
Kurtosis	-0.41876727
Mean	23.001356
Median Absolute Deviation (MAD)	4.5539
Skewness	1.0052466
Sum	6796877.8
Variance	847.35603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84.6501	1172	0.4%
81.51	1136	0.4%
83.7703	1135	0.4%
85.3974	1106	0.4%
83.0507	1096	0.4%
80.6932	1092	0.4%
87.0883	1065	0.4%
82.2033	1054	0.4%
86.3116	1035	0.4%
79.2369	993	0.3%
Other values (8205)	284615	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0546	1	< 0.1%
0.0553	1	< 0.1%
0.0562	1	< 0.1%
0.0568	1	< 0.1%
0.057	1	< 0.1%
0.0572	2	< 0.1%
0.0574	1	< 0.1%
0.0578	2	< 0.1%
0.058	1	< 0.1%
0.0583	1	< 0.1%

Value	Count	Frequency (%)
182.3433	1	< 0.1%
141.6613	2	< 0.1%
123.6951	1	< 0.1%
114.1263	2	< 0.1%
112.8031	14	< 0.1%
111.2549	14	< 0.1%
109.9965	38	< 0.1%
108.5233	47	< 0.1%
107.3251	66	< 0.1%
105.9214	76	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7602
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.326875

Minimum	0.0395
Maximum	97.6414
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0395
5-th percentile	0.102
Q1	2.1442
median	21.788
Q3	34.2691
95-th percentile	51.1162
Maximum	97.6414
Range	97.6019
Interquartile range (IQR)	32.1249

Descriptive statistics

Standard deviation	17.51981
Coefficient of variation (CV)	0.8214898
Kurtosis	-0.8335225
Mean	21.326875
Median Absolute Deviation (MAD)	15.4495
Skewness	0.34301847
Sum	6302070.1
Variance	306.94374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.8093	1005	0.3%
34.4447	1001	0.3%
35.5988	996	0.3%
34.7712	990	0.3%
34.5923	979	0.3%
33.64	977	0.3%
34.1241	969	0.3%
35.257	967	0.3%
36.6641	963	0.3%
35.7879	952	0.3%
Other values (7592)	285700	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0395	1	< 0.1%
0.0399	1	< 0.1%
0.0409	1	< 0.1%
0.0411	2	< 0.1%
0.0415	1	< 0.1%
0.0417	2	< 0.1%
0.0418	3	< 0.1%
0.0419	1	< 0.1%
0.042	1	< 0.1%
0.0421	2	< 0.1%

Value	Count	Frequency (%)
97.6414	1	< 0.1%
90.6217	1	< 0.1%
82.6836	1	< 0.1%
81.8678	3	< 0.1%
80.9098	2	< 0.1%
80.1281	4	< 0.1%
79.2097	13	< 0.1%
78.4601	18	< 0.1%
77.5789	27	< 0.1%
76.8594	34	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7861
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.614771

Minimum	0.0484
Maximum	129.7955
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0484
5-th percentile	0.1152
Q1	1.915
median	34.2792
Q3	53.0277
95-th percentile	80.3481
Maximum	129.7955
Range	129.7471
Interquartile range (IQR)	51.1127

Descriptive statistics

Standard deviation	27.727946
Coefficient of variation (CV)	0.85016528
Kurtosis	-1.0046931
Mean	32.614771
Median Absolute Deviation (MAD)	25.7084
Skewness	0.32288971
Sum	9637632.3
Variance	768.83899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.8849	1394	0.5%
49.7203	1362	0.5%
50.562	1351	0.5%
51.7661	1346	0.5%
49.9804	1341	0.5%
48.8555	1333	0.5%
49.4117	1327	0.4%
51.1571	1326	0.4%
48.3116	1323	0.4%
50.296	1320	0.4%
Other values (7851)	282076	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0484	1	< 0.1%
0.0491	1	< 0.1%
0.0495	1	< 0.1%
0.0496	1	< 0.1%
0.0497	1	< 0.1%
0.05	2	< 0.1%
0.0502	2	< 0.1%
0.0506	1	< 0.1%
0.0507	2	< 0.1%
0.0508	1	< 0.1%

Value	Count	Frequency (%)
129.7955	1	< 0.1%
127.7625	2	< 0.1%
124.1949	6	< 0.1%
122.6378	8	< 0.1%
120.8197	9	< 0.1%
119.345	14	< 0.1%
117.6218	24	< 0.1%
116.223	16	< 0.1%
114.5874	25	< 0.1%
113.2589	34	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7868
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.547401

Minimum	0.0488
Maximum	175.4801
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0488
5-th percentile	0.1243
Q1	1.6403
median	24.5003
Q3	50.8369
95-th percentile	79.9474
Maximum	175.4801
Range	175.4313
Interquartile range (IQR)	49.1966

Descriptive statistics

Standard deviation	27.627238
Coefficient of variation (CV)	0.93501417
Kurtosis	-0.91216978
Mean	29.547401
Median Absolute Deviation (MAD)	24.1932
Skewness	0.52400809
Sum	8731227.4
Variance	763.2643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.2798	1196	0.4%
50.4951	1193	0.4%
49.8802	1189	0.4%
52.1297	1188	0.4%
81.5165	1154	0.4%
50.2138	1147	0.4%
48.1206	1146	0.4%
48.4314	1140	0.4%
50.8369	1132	0.4%
79.9474	1132	0.4%
Other values (7858)	283882	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0488	1	< 0.1%
0.0492	1	< 0.1%
0.0494	1	< 0.1%
0.0499	2	< 0.1%
0.0501	1	< 0.1%
0.0503	2	< 0.1%
0.0507	1	< 0.1%
0.0508	1	< 0.1%
0.0509	1	< 0.1%
0.051	1	< 0.1%

Value	Count	Frequency (%)
175.4801	1	< 0.1%
145.1587	2	< 0.1%
116.8232	2	< 0.1%
115.3585	5	< 0.1%
113.6483	7	< 0.1%
112.2611	19	< 0.1%
110.6402	47	< 0.1%
109.3244	46	< 0.1%
107.7859	86	< 0.1%
106.5363	101	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7758
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.756806

Minimum	0.0526
Maximum	153.387
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0526
5-th percentile	0.1224
Q1	2.0116
median	33.3892
Q3	53.7185
95-th percentile	81.3453
Maximum	153.387
Range	153.3344
Interquartile range (IQR)	51.7069

Descriptive statistics

Standard deviation	28.056579
Coefficient of variation (CV)	0.85651145
Kurtosis	-1.0613708
Mean	32.756806
Median Absolute Deviation (MAD)	26.2092
Skewness	0.32829863
Sum	9679603.4
Variance	787.17164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.6787	1377	0.5%
52.4174	1374	0.5%
53.7185	1334	0.5%
49.9924	1333	0.5%
50.8483	1326	0.4%
49.1134	1324	0.4%
51.7898	1323	0.4%
52.7077	1321	0.4%
51.4536	1318	0.4%
54.0231	1312	0.4%
Other values (7748)	282157	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0526	1	< 0.1%
0.0531	2	< 0.1%
0.0544	2	< 0.1%
0.0546	1	< 0.1%
0.0547	1	< 0.1%
0.0549	2	< 0.1%
0.055	1	< 0.1%
0.0551	1	< 0.1%
0.0553	1	< 0.1%
0.0556	1	< 0.1%

Value	Count	Frequency (%)
153.387	1	< 0.1%
134.7263	1	< 0.1%
115.5214	2	< 0.1%
113.8957	9	< 0.1%
112.5752	18	< 0.1%
111.0301	26	< 0.1%
109.7743	50	< 0.1%
108.304	80	< 0.1%
107.1083	90	< 0.1%
105.7075	110	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6188
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.988712

Minimum	0.033
Maximum	108.2735
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.033
5-th percentile	0.0996
Q1	12.0932
median	28.0407
Q3	42.1236
95-th percentile	62.9816
Maximum	108.2735
Range	108.2405
Interquartile range (IQR)	30.0304

Descriptive statistics

Standard deviation	20.455817
Coefficient of variation (CV)	0.73085954
Kurtosis	-0.79654557
Mean	27.988712
Median Absolute Deviation (MAD)	14.3717
Skewness	0.16927675
Sum	8270636.3
Variance	418.44044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.6634	1041	0.4%
0.1003	1030	0.3%
39.8241	1017	0.3%
41.6828	1014	0.3%
54.073	1012	0.3%
0.1002	1007	0.3%
41.0575	1001	0.3%
40.4129	998	0.3%
40.6381	998	0.3%
0.1005	997	0.3%
Other values (6178)	285384	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.033	1	< 0.1%
0.0332	1	< 0.1%
0.0336	1	< 0.1%
0.0337	2	< 0.1%
0.0339	1	< 0.1%
0.0341	1	< 0.1%
0.0342	2	< 0.1%
0.0344	1	< 0.1%
0.0345	1	< 0.1%
0.0346	1	< 0.1%

Value	Count	Frequency (%)
108.2735	1	< 0.1%
105.4803	1	< 0.1%
94.5965	2	< 0.1%
93.4149	2	< 0.1%
92.4523	3	< 0.1%
91.3229	6	< 0.1%
90.4024	1	< 0.1%
89.3217	13	< 0.1%
88.4405	10	< 0.1%
87.4055	11	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6165
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.490796

Minimum	0.0292
Maximum	87.7234
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0292
5-th percentile	0.0967
Q1	8.3959
median	21.6329
Q3	34.4416
95-th percentile	53.7929
Maximum	87.7234
Range	87.6942
Interquartile range (IQR)	26.0457

Descriptive statistics

Standard deviation	17.309692
Coefficient of variation (CV)	0.76963445
Kurtosis	-0.61933071
Mean	22.490796
Median Absolute Deviation (MAD)	12.9442
Skewness	0.36296042
Sum	6646007.8
Variance	299.62543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0973	3236	1.1%
0.0972	3160	1.1%
0.0971	3091	1.0%
0.0975	3015	1.0%
0.097	2955	1.0%
0.0968	2710	0.9%
0.0976	2678	0.9%
0.0967	2477	0.8%
0.0977	2052	0.7%
0.0966	2047	0.7%
Other values (6155)	268078	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0292	1	< 0.1%
0.0293	2	< 0.1%
0.0297	2	< 0.1%
0.0298	1	< 0.1%
0.0299	3	< 0.1%
0.03	1	< 0.1%
0.0301	3	< 0.1%
0.0302	1	< 0.1%
0.0303	1	< 0.1%
0.0304	6	< 0.1%

Value	Count	Frequency (%)
87.7234	1	< 0.1%
81.6883	1	< 0.1%
79.4435	2	< 0.1%
77.9697	3	< 0.1%
77.1883	9	< 0.1%
76.5489	13	< 0.1%
75.7953	16	< 0.1%
75.1784	18	< 0.1%
74.4511	22	< 0.1%
73.8555	20	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6406
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.128324

Minimum	0.0368
Maximum	102.3503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0368
5-th percentile	0.118
Q1	7.751
median	24.1369
Q3	40.4326
95-th percentile	63.7159
Maximum	102.3503
Range	102.3135
Interquartile range (IQR)	32.6816

Descriptive statistics

Standard deviation	20.85417
Coefficient of variation (CV)	0.7981442
Kurtosis	-0.75561023
Mean	26.128324
Median Absolute Deviation (MAD)	16.2957
Skewness	0.40902451
Sum	7720893.7
Variance	434.89642
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1199	2085	0.7%
0.1198	1984	0.7%
0.1201	1976	0.7%
0.1197	1974	0.7%
0.1195	1932	0.7%
0.1202	1887	0.6%
0.1194	1786	0.6%
0.1193	1669	0.6%
0.1204	1612	0.5%
0.1191	1572	0.5%
Other values (6396)	277022	93.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0368	1	< 0.1%
0.0374	1	< 0.1%
0.0375	1	< 0.1%
0.0379	2	< 0.1%
0.0381	1	< 0.1%
0.0383	2	< 0.1%
0.0384	1	< 0.1%
0.0385	1	< 0.1%
0.0386	2	< 0.1%
0.0387	1	< 0.1%

Value	Count	Frequency (%)
102.3503	1	< 0.1%
101.0719	1	< 0.1%
93.6563	1	< 0.1%
91.7066	1	< 0.1%
89.8357	4	< 0.1%
88.8467	8	< 0.1%
88.0388	9	< 0.1%
87.0883	17	< 0.1%
86.3116	13	< 0.1%
85.3974	13	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6286
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.099939

Minimum	0.031
Maximum	125.9891
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.031
5-th percentile	0.108
Q1	10.6346
median	27.7396
Q3	42.5596
95-th percentile	64.3359
Maximum	125.9891
Range	125.9581
Interquartile range (IQR)	31.925

Descriptive statistics

Standard deviation	20.934631
Coefficient of variation (CV)	0.74500629
Kurtosis	-0.83098379
Mean	28.099939
Median Absolute Deviation (MAD)	15.2444
Skewness	0.21286203
Sum	8303503.8
Variance	438.25878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1085	3563	1.2%
0.1086	3268	1.1%
0.1084	3080	1.0%
0.1082	2683	0.9%
0.1088	2610	0.9%
0.1081	2203	0.7%
0.1089	2194	0.7%
0.108	1942	0.7%
0.109	1905	0.6%
0.1092	1690	0.6%
Other values (6276)	270361	91.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.031	1	< 0.1%
0.0312	2	< 0.1%
0.0316	2	< 0.1%
0.0317	2	< 0.1%
0.0318	3	< 0.1%
0.0319	2	< 0.1%
0.032	2	< 0.1%
0.0321	4	< 0.1%
0.0323	2	< 0.1%
0.0324	2	< 0.1%

Value	Count	Frequency (%)
125.9891	1	< 0.1%
93.9401	1	< 0.1%
90.9514	1	< 0.1%
90.1079	1	< 0.1%
89.1159	3	< 0.1%
88.3056	5	< 0.1%
87.3522	11	< 0.1%
86.5731	14	< 0.1%
85.6562	28	< 0.1%
84.9067	41	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6285
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.150859

Minimum	0.033
Maximum	98.3064
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.033
5-th percentile	0.1075
Q1	9.78625
median	26.6439
Q3	39.8842
95-th percentile	56.9212
Maximum	98.3064
Range	98.2734
Interquartile range (IQR)	30.09795

Descriptive statistics

Standard deviation	19.075451
Coefficient of variation (CV)	0.72943879
Kurtosis	-0.83286627
Mean	26.150859
Median Absolute Deviation (MAD)	14.203
Skewness	0.131398
Sum	7727552.7
Variance	363.87284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1087	1306	0.4%
0.1088	1305	0.4%
0.109	1297	0.4%
0.1091	1284	0.4%
0.1093	1234	0.4%
0.1086	1222	0.4%
0.1094	1186	0.4%
0.1095	1153	0.4%
0.1101	1140	0.4%
0.1084	1136	0.4%
Other values (6275)	283236	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.033	1	< 0.1%
0.0331	1	< 0.1%
0.0333	1	< 0.1%
0.0335	1	< 0.1%
0.0337	1	< 0.1%
0.034	2	< 0.1%
0.0341	4	< 0.1%
0.0342	4	< 0.1%
0.0343	3	< 0.1%
0.0344	1	< 0.1%

Value	Count	Frequency (%)
98.3064	1	< 0.1%
93.0504	1	< 0.1%
87.5281	1	< 0.1%
86.7475	2	< 0.1%
85.8287	1	< 0.1%
85.0777	6	< 0.1%
84.1934	11	< 0.1%
83.4702	20	< 0.1%
82.6184	28	< 0.1%
81.9217	35	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6357
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.923884

Minimum	0.0334
Maximum	78.1157
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0334
5-th percentile	0.1011
Q1	7.8681
median	22.1146
Q3	35.1925
95-th percentile	53.8044
Maximum	78.1157
Range	78.0823
Interquartile range (IQR)	27.3244

Descriptive statistics

Standard deviation	17.579924
Coefficient of variation (CV)	0.76688243
Kurtosis	-0.70117203
Mean	22.923884
Median Absolute Deviation (MAD)	13.2743
Skewness	0.32625116
Sum	6773984.7
Variance	309.05372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1031	1256	0.4%
0.103	1243	0.4%
0.1029	1233	0.4%
0.1027	1213	0.4%
0.1026	1207	0.4%
0.1032	1200	0.4%
0.1034	1183	0.4%
0.1035	1136	0.4%
0.1037	1129	0.4%
0.1025	1108	0.4%
Other values (6347)	283591	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0334	1	< 0.1%
0.0335	1	< 0.1%
0.0339	1	< 0.1%
0.0341	2	< 0.1%
0.0342	1	< 0.1%
0.0343	1	< 0.1%
0.0344	2	< 0.1%
0.0346	1	< 0.1%
0.0351	1	< 0.1%
0.0352	1	< 0.1%

Value	Count	Frequency (%)
78.1157	1	< 0.1%
76.7411	1	< 0.1%
76.0113	3	< 0.1%
75.4135	2	< 0.1%
74.7083	5	< 0.1%
74.1305	10	< 0.1%
73.4487	13	< 0.1%
72.8899	14	< 0.1%
72.2303	22	< 0.1%
71.6896	47	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6230
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.025789

Minimum	0.0321
Maximum	111.4358
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0321
5-th percentile	0.107
Q1	9.7012
median	27.5851
Q3	45.0239
95-th percentile	68.9791
Maximum	111.4358
Range	111.4037
Interquartile range (IQR)	35.3227

Descriptive statistics

Standard deviation	22.413463
Coefficient of variation (CV)	0.77219135
Kurtosis	-0.90802284
Mean	29.025789
Median Absolute Deviation (MAD)	17.4388
Skewness	0.2928302
Sum	8577091.6
Variance	502.36333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1075	2901	1.0%
0.1077	2797	0.9%
0.1074	2754	0.9%
0.1079	2729	0.9%
0.1078	2655	0.9%
0.108	2597	0.9%
0.1072	2376	0.8%
0.1071	2144	0.7%
0.1082	2037	0.7%
0.107	1900	0.6%
Other values (6220)	270609	91.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0321	1	< 0.1%
0.0322	3	< 0.1%
0.0324	2	< 0.1%
0.0325	2	< 0.1%
0.0328	1	< 0.1%
0.0329	1	< 0.1%
0.033	3	< 0.1%
0.0332	2	< 0.1%
0.0333	5	< 0.1%
0.0334	2	< 0.1%

Value	Count	Frequency (%)
111.4358	1	< 0.1%
101.1097	1	< 0.1%
94.5298	1	< 0.1%
93.4235	1	< 0.1%
86.9716	1	< 0.1%
86.0327	7	< 0.1%
85.2654	4	< 0.1%
84.3623	7	< 0.1%
83.6241	14	< 0.1%
82.7549	30	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	48.68	26.3	244.7114	0.2000	2.3253	1.5505	5.8764	27.4429	41.5938	35.1933	42.3453	56.4158	44.5381	54.1325	57.1452	50.0306	48.6628	66.8445
1	0.308	48.68	26.3	242.2372	0.2000	2.0493	1.4168	5.0799	26.3353	42.1858	34.4549	40.5595	52.3446	44.3207	57.7289	62.0947	50.3466	47.5846	64.8363
2	0.616	48.68	26.3	241.7847	0.2000	1.8217	1.3087	4.4454	27.0332	43.0273	33.0403	39.4375	55.6363	43.1405	54.5033	60.7607	50.3466	45.7841	63.3641
3	0.926	48.68	26.3	241.3294	0.1999	1.6296	1.2184	3.8753	25.3273	40.2166	30.9981	38.0325	55.9880	44.0625	55.1962	56.8068	49.2068	46.2782	65.2822
4	1.234	48.68	26.3	240.8919	0.2000	1.4815	1.1406	3.4372	24.8041	39.8441	29.7207	37.3660	52.3446	42.4934	55.1962	60.7607	50.0306	46.2782	63.8761
5	1.542	48.68	26.3	240.7936	0.1996	1.3486	1.0765	3.0548	20.6505	39.3142	28.0483	36.4079	53.0355	42.4934	52.8143	60.7607	49.4614	46.5522	64.3090
6	1.851	48.68	26.3	240.6950	0.2000	1.2431	1.0220	2.7521	23.8181	38.7660	26.6461	34.7573	50.0315	44.0625	57.3826	56.0760	49.4614	46.0523	63.3641
7	2.157	48.68	26.3	240.5974	0.2000	1.1528	0.9741	2.4940	23.2703	39.1190	24.6534	33.3892	53.0355	43.5967	54.8161	59.4820	48.9047	45.3001	61.5540
8	2.467	48.68	26.3	240.6636	0.2000	1.0760	0.9313	2.2659	22.1943	35.8481	23.2003	31.6408	53.7445	42.4934	53.8273	54.6684	48.3602	46.0523	64.8363
9	2.774	48.68	26.3	240.7717	0.2000	1.0099	0.8950	2.0845	21.8486	34.6844	21.8921	30.6179	51.0146	42.6936	56.6351	56.0760	49.4614	45.0834	62.4461

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295489	90906.889	61.84	26.78	0.5570	0.1990	0.5328	0.5682	0.7851	5.4560	6.6924	3.6573	5.8080	41.6828	39.2482	49.5202	52.9744	43.3060	35.9529	53.8426
295490	90907.198	61.84	26.78	0.0386	0.2000	0.5213	0.5607	0.7657	5.0910	6.1009	3.4354	5.3608	47.9632	38.5113	48.4112	48.2630	43.3060	36.4020	55.5538
295491	90907.506	61.84	26.78	0.0000	0.2000	0.5102	0.5543	0.7480	4.8163	5.6718	3.2380	4.9731	44.2479	39.0446	45.8407	52.3368	42.8763	35.3528	53.1748
295492	90907.815	61.84	26.78	0.0000	0.2000	0.5002	0.5477	0.7314	4.4942	5.2046	3.0686	4.6263	48.5445	37.9601	47.8748	47.4933	43.9463	36.4020	54.5271
295493	90908.123	61.84	26.78	0.0000	0.1990	0.4909	0.5417	0.7167	4.2597	4.8482	2.8869	4.2836	45.2505	38.1529	47.5870	51.1056	42.0413	35.1925	53.1748
295494	90908.433	61.84	26.78	0.0000	0.2000	0.4821	0.5356	0.7022	3.9754	4.4699	2.7493	3.9858	48.2257	37.8010	47.0683	46.9780	43.7442	35.3528	53.8426
295495	90908.743	61.84	26.78	0.0000	0.1990	0.4745	0.5302	0.6884	3.7728	4.1292	2.6064	3.7221	44.7437	37.6116	45.3583	51.4357	42.2283	35.1925	53.1748
295496	90909.051	61.84	26.78	0.0000	0.2000	0.4661	0.5256	0.6759	3.5484	3.8619	2.4826	3.4697	44.4719	39.6271	48.4112	49.6703	41.2376	34.2091	52.1742
295497	90909.360	61.84	26.78	0.0000	0.1997	0.4593	0.5203	0.6643	3.3473	3.5677	2.3645	3.2505	47.9632	36.6026	45.3583	46.2028	42.6454	33.9344	53.8426
295498	90909.668	61.84	26.78	0.0000	0.1996	0.4523	0.5155	0.6525	3.1676	3.3319	2.2555	3.0579	43.0331	36.9330	45.3583	50.2454	41.6357	34.6166	52.5231

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample